{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Discontinuity detection\n",
    "\n",
    "## Discontinuities on audio\n",
    "Discontinuities are generally produced by hardware or software issues in the process of recording or copying audio data.\n",
    "Typically the recording device fails to capture a small segment of audio.\n",
    "Depending on the relative positions of the samples before and after the missing segment, the discontinuity can be noticeable or not.\n",
    "\n",
    "## Generating synthetic discontinuities\n",
    "Let's start by degrading an audio file with some discontinuities.\n",
    "This is simulated by removing an arbitrary number of contiguous samples from the audio.\n",
    "For this example, we will make sure that the discontinuities are noticeable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Audio\n",
    "\n",
    "from essentia.standard import MonoLoader, DiscontinuityDetector, FrameGenerator\n",
    "from essentia import array\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] =(12, 9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fb92851b7c0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sr = 44100\n",
    "\n",
    "audio_file = '../../../test/audio/recorded/vignesh.wav'\n",
    "audio = MonoLoader(filename=audio_file)()\n",
    "\n",
    "jump_starts = np.array([len(audio) // 4, len(audio) // 2])\n",
    "ground_truth = jump_starts / sr\n",
    "\n",
    "for start in jump_starts:\n",
    "    l_amp = audio[start]\n",
    "    # Remove samples until the jump produces a prominent discontinuity so it can be perceived.\n",
    "    end = next(\n",
    "    idx for idx, r_amp in enumerate(audio[start:], start) if abs(r_amp - l_amp) > 0.3\n",
    ")\n",
    "    audio = np.delete(audio, range(start, end))\n",
    "\n",
    "for point in ground_truth:\n",
    "    l1 = plt.axvline(point, color='g', alpha=.5)\n",
    "\n",
    "time_index = np.arange(len(audio)) / sr\n",
    "plt.plot(time_index, audio)\n",
    "plt.title('Signal with synthetic discontinuities')\n",
    "l1.set_label('Discontinuity locations')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's listen to the degraded audio:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Audio(audio, rate=sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Detecting the discontinuities\n",
    "\n",
    "[DiscontinuityDetector](https://essentia.upf.edu/reference/std_DiscontinuityDetector.html) uses [LPC](https://en.wikipedia.org/wiki/Linear_predictive_coding) and some heuristics to detect discontinuities in the audio signal [1].\n",
    "The algorithm returns the locations and amplitudes of the clicks on a frame-wise basis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Analysis parameters.\n",
    "frame_size = 512\n",
    "hop_size = 256\n",
    "\n",
    "discontinuityDetector = DiscontinuityDetector(frameSize=frame_size, hopSize=hop_size)\n",
    "\n",
    "locs = []\n",
    "for idx, frame in enumerate(\n",
    "    FrameGenerator(audio, frameSize=frame_size, hopSize=hop_size, startFromZero=True)\n",
    "):\n",
    "    frame_locs, _ = discontinuityDetector(frame)\n",
    "    locs.extend((frame_locs + hop_size * idx) / sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following plot shows the detections and ground truth:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fb8a3963e20>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 864x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(len(ground_truth))\n",
    "\n",
    "for idx, point in enumerate(ground_truth):\n",
    "    l1 = ax[idx].axvline(locs[idx], color='r', alpha=.5)\n",
    "    l2 = ax[idx].axvline(point, color='g', alpha=.5)\n",
    "    ax[idx].plot(time_index, audio)\n",
    "    ax[idx].set_xlim([point - .001, point + .001])\n",
    "\n",
    "fig.suptitle('Detection of synthetic discontinuities', fontsize=18)\n",
    "fig.legend(\n",
    "    (l1, l2), (\"Prediction\", \"Ground truth\"), fontsize=12, loc=\"lower center\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "[1] Mühlbauer, R. (2010). Automatic Audio Defect Detection."
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
  },
  "kernelspec": {
   "display_name": "Python 3.8.5 64-bit",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}